Change n_features_ to n_features_in_ for sklearn compatibility (#59)

* Changed n_features_ for n_features_in_

* Added dependencies

* Add name and description to project toml

* Added versioneer to project toml

* Wrote full project toml

* Revert "Wrote full project toml"

This reverts commit b7a7ae0.

* Revert "Added versioneer to project toml"

This reverts commit efc47b8.

* Revert "Add name and description to project toml"

This reverts commit a769556.

* Revert "Added dependencies"

This reverts commit 70aca9b.

* Found where we had the versions outside of the project toml.

Leaving the project.toml editing for another PR

* Fixed package publishing action

* Trigger tests

* Ran pre-commit

* Update max-line-length to make black happy

* Fixed the style errors

It looks like running `black .` didn't pick up the errors but `flake8 --select BLK` did.

Using `python -m black .` fixed the style errors.

Author: eurunuela

mapca/mapca.py

@@ -17,6 +17,7 @@
 with this program; if not, write to the Free Software Foundation, Inc.,
 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA.
 """
+
 import logging
 
 import nibabel as nib
@@ -401,7 +402,7 @@ def _fit(self, img, mask, subsample_depth=None):
         self.singular_values_ = ppca.singular_values_[:n_components]
         self.mean_ = ppca.mean_
         self.n_components_ = n_components
-        self.n_features_ = ppca.n_features_
+        self.n_features_ = ppca.n_features_in_
         self.n_samples_ = ppca.n_samples_
         # Commenting out noise variance as it depends on the covariance of the estimation
         # self.noise_variance_ = ppca.noise_variance_

mapca/tests/test_integration.py

@@ -1,6 +1,7 @@
 """
 Integration test for mapca.
 """
+
 import shutil
 from os.path import split
 

mapca/tests/test_utils.py

@@ -1,4 +1,5 @@
 """Unit tests for utils."""
+
 import numpy as np
 from pytest import raises
 from scipy.signal import detrend

mapca/utils.py

@@ -1,6 +1,7 @@
 """
 PCA based on Moving Average (stationary Gaussian) process
 """
+
 import logging
 
 import numpy as np

pyproject.toml

@@ -138,4 +138,4 @@ exclude_lines = [
 ]
 
 [tool.pytest]
-log_cli = true
+log_cli = true